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Three-way improved neighborhood entropies based on three-level granular structures

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成果类型:
期刊论文
作者:
Zhang, Xianyong*;Zhou, Yanhong;Tang, Xiao;Fan, Yunrui
通讯作者:
Zhang, Xianyong
作者机构:
[Tang, Xiao; Zhang, Xianyong] Sichuan Normal Univ, Sch Math Sci, Visual Comp & Virtual Real Key Lab Sichuan Prov, Chengdu 610066, Peoples R China.
[Tang, Xiao; Zhang, Xianyong] Sichuan Normal Univ, Res Ctr, Natl Local Joint Engn Lab Syst Credibil Automat V, Chengdu 610066, Peoples R China.
[Zhou, Yanhong] Civil Aviat Flight Univ China, Coll Comp, Guanghan 618307, Peoples R China.
[Fan, Yunrui] Chengdu Agr Coll, Dept Gen Educ, Chengdu 611130, Peoples R China.
通讯机构:
[Zhang, Xianyong] S
Sichuan Normal Univ, Sch Math Sci, Visual Comp & Virtual Real Key Lab Sichuan Prov, Chengdu 610066, Peoples R China.
Sichuan Normal Univ, Res Ctr, Natl Local Joint Engn Lab Syst Credibil Automat V, Chengdu 610066, Peoples R China.
语种:
英文
关键词:
Neighborhood rough set;Information measure;Uncertainty;Granular computing;Three-level analysis;Three-way decision
期刊:
International Journal of Machine Learning and Cybernetics
ISSN:
1868-8071
年:
2022
卷:
13
期:
7
页码:
1861-1890
基金类别:
National Natural Science Foundation of ChinaNational Natural Science Foundation of China (NSFC) [61673285, 11671284]; Sichuan Science and Technology Program of China [2021YJ0085, 2019YJ0529]; National-Local Joint Engineering Laboratory of System Credibility Automatic Verification
机构署名:
本校为其他机构
摘要:
Neighborhood systems and their rough sets have robustness and adaptability, and relevant neighborhood information measures underlie uncertainty analysis and intelligent processing. The classical conditional neighborhood entropy becomes fundamental and representative for dependency measurement, but it has three limitations: interaction incompleteness, hierarchy lack, and inconclusive monotonicity/non-monotonicity. This paper aims to improve the conditional neighborhood entropy, and thus we establish three-way neighborhood entropies based on three-level granular structures. At first, three-level...

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